cyberneticlibrary

Review research artifact rigor

ara-rigor-reviewerskillsetup L29,423
Orchestra-Research/AI-Research-SKILLs
What it does

Audit ARA for evidence validity and claim grounding

Best for

Verify ARA claims are grounded in actual source evidence, detect hallucinations, and flag unsourced assertions before publication.

Inputs
  • · ARA logic/ and physical/ sections
  • · source materials
Outputs
  • · evidence audit report
  • · claim grounding assessment
  • · missing-source flags
Preconditions

ARA compiled, source papers/code available for cross-reference

Failure modes
  • · hallucinated evidence citations
  • · claims unsupported by provided sources
Trust signals
  • · Evidence cross-reference against source
  • · Claim-to-experiment mapping verified
  • · Tautological test detection